Update README.md

README.md

@@ -87,18 +87,42 @@ We reproduce the GPT-3 architecture using GPT-2 sources and the sparse attention
 The source code for the mGPT XL model is available on [Github](https://github.com/sberbank-ai/mgpt)
 
 ## Paper
-[Arxiv preprint](https://arxiv.org/user)
+ mGPT: Few-Shot Learners Go Multilingual
+ 
+ [Abstract](https://arxiv.org/abs/2204.07580) [PDF](https://arxiv.org/pdf/2204.07580.pdf)
 
-Cite us:
-```{
-bibtex
+ ![](https://habrastorage.org/webt/1q/ru/yt/1qruytul6m2m-upyk9frq3pgrds.png)
+
+ ```
+@misc{https://doi.org/10.48550/arxiv.2204.07580,
+  doi = {10.48550/ARXIV.2204.07580},
+  
+  url = {https://arxiv.org/abs/2204.07580},
+  
+  author = {Shliazhko, Oleh and Fenogenova, Alena and Tikhonova, Maria and Mikhailov, Vladislav and Kozlova, Anastasia and Shavrina, Tatiana},
+  
+  keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences, I.2; I.2.7, 68-06, 68-04, 68T50, 68T01},
+  
+  title = {mGPT: Few-Shot Learners Go Multilingual},
+  
+  publisher = {arXiv},
+  
+  year = {2022},
+  
+  copyright = {Creative Commons Attribution 4.0 International}
 }
-```
+
+ ```
+
 
 ## Languages
 
-Model includes 60 languages: (iso codes)
+Model supports 60 languages: 
+ISO codes:
 ```az, sw, af, ar, ba, be, bxr, bg, bn, cv, hy, da, de, el, es, eu, fa, fi, fr, he, hi, hu, kk, id, it, ja, ka, ky, ko, lt, lv, mn, ml, os, mr, ms, my, nl, ro, pl, pt, sah, ru, tg, sv, ta, te, tk, th, tr, tl, tt, tyv, uk, en, ur, vi, uz, yo, zh, xal```
+Languages:
+```Afrikaans, Azerbaijani, Belarusian, Bengali, Chuvash, German, English, Basque, Finnish, Hebrew (modern), Hungarian, Indonesian, Japanese, Kazakh, Kirghiz, Kyrgyz, Latvian, Mongolian, Malay, Dutch, Polish, Romanian, Moldavan, Yakut, Swahili, Telugu, Thai, Turkish, Tuvinian, Urdu, Vietnamese, Yoruba, Arabic, Bashkir, Bulgarian, Buriat, Danish, Greek, Modern, Spanish; Castilian, Persian, French, Hindi, Armenian, Italian, Georgian, Korean, Lithuanian, Malayalam, Marathi, Burmese, Ossetian, Ossetic, Portuguese, Russian, Swedish, Tamil, Tajik, Turkmen, Tatar, Ukrainian, Uzbek, Kalmyk, Chinese
+```
 
 ## Training Data Statistics